Deep Learning Book (Link): Written by some of the most accomplished deep learning researcher. It is an excellent resource to first learn about deep learning and also to learn about new and fascinating topics in deep learning.

Deep Learning Tutorial (Link): A more in depth explanation of deep learning and its reliance on machine learning for theano. However all of the concepts explained here are applicable for the other frameworks.

Neural Network CLass (Link): This is a more in depth course on neural networks. This is a more advanced resource to learn more about neural networks, CRFs, Boltzmann Machines and deep learning.